{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table of Content \n",
    "\n",
    "- [The Matter graph](#The-Matter-graph)\n",
    "- [Hide auto transitions](#Hide-auto-transitions)\n",
    "- [Previous state and transition notation](#Previous-state-and-transition-notation)\n",
    "- [One Machine and multiple models](#One-Machine-and-multiple-models)\n",
    "- [Show only the current region of interest](#Show-only-the-current-region-of-interest)\n",
    "- [Example graph from Readme.md](#Example-graph-from-Readme.md)\n",
    "- [Custom styling](#Custom-styling)\n",
    "- [Enum states](#Enum-states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "import os, sys, inspect, io\n",
    "\n",
    "cmd_folder = os.path.realpath(\n",
    "    os.path.dirname(\n",
    "        os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0])))\n",
    "\n",
    "if cmd_folder not in sys.path:\n",
    "    sys.path.insert(0, cmd_folder)\n",
    "    \n",
    "from transitions import *\n",
    "from transitions.extensions import GraphMachine\n",
    "from IPython.display import Image, display, display_png\n",
    "\n",
    "\n",
    "class Model():\n",
    "    \n",
    "    # graph object is created by the machine\n",
    "    def show_graph(self, **kwargs):\n",
    "        stream = io.BytesIO()\n",
    "        self.get_graph(**kwargs).draw(stream, prog='dot', format='png')\n",
    "        display(Image(stream.getvalue()))\n",
    "\n",
    "        \n",
    "class Matter(Model):\n",
    "    def alert(self):\n",
    "        pass\n",
    "    \n",
    "    def resume(self):\n",
    "        pass\n",
    "    \n",
    "    def notify(self):\n",
    "        pass\n",
    "    \n",
    "    def is_valid(self):\n",
    "        return True\n",
    "    \n",
    "    def is_not_valid(self):\n",
    "        return False\n",
    "    \n",
    "    def is_also_valid(self):\n",
    "        return True\n",
    "\n",
    "\n",
    "extra_args = dict(initial='solid', title='Matter is Fun!',\n",
    "                  show_conditions=True, show_state_attributes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": true
   },
   "source": [
    "### The Matter graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transitions = [\n",
    "    { 'trigger': 'melt', 'source': 'solid', 'dest': 'liquid' },\n",
    "    { 'trigger': 'evaporate', 'source': 'liquid', 'dest': 'gas', 'conditions':'is_valid' },\n",
    "    { 'trigger': 'sublimate', 'source': 'solid', 'dest': 'gas', 'unless':'is_not_valid' },\n",
    "    { 'trigger': 'ionize', 'source': 'gas', 'dest': 'plasma', \n",
    "      'conditions':['is_valid','is_also_valid'] }\n",
    "]\n",
    "states=['solid', 'liquid', {'name': 'gas', 'on_exit': ['resume', 'notify']},\n",
    "        {'name': 'plasma', 'on_enter': 'alert', 'on_exit': 'resume'}]\n",
    "\n",
    "model = Matter()\n",
    "machine = GraphMachine(model=model, states=states, transitions=transitions, \n",
    "                       show_auto_transitions=True, **extra_args)\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hide auto transitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "machine.auto_transitions_markup = False # hide auto transitions\n",
    "model.show_graph(force_new=True) # rerender graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Previous state and transition notation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.melt()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.evaporate()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.ionize()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One Machine and multiple models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# multimodel test\n",
    "model1 = Matter()\n",
    "model2 = Matter()\n",
    "machine = GraphMachine(model=[model1, model2], states=states, transitions=transitions, **extra_args)\n",
    "model1.melt()\n",
    "model1.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5bdy4kf0x7aRJkz58+DBhwoTQ0NAJEya8fft21apVmZmZ9+7dmzVrFgAUFxfPmDHj8+fPZ86cmTlzZnFx8datW6Oiok6fPo0/ucDK/86aNSswMHDq1KmvX782NTUtLi5OSUnptgHi4uKTJk1qF5t1e+4dhYeHOzs7nzx5cs2aNezLsbY1NjZiE4FcXV2vXbt27do1MzOz2tragwcPHjx48OHDhxYWFt1+Iv11wcvLywsKCrpq4YcPH6ZMmSImJnbu3Dm8eHJWVlZRUVHHf86CgoLGxsYpKSndNr5nduyAw4fh3TtQUmr/1sePYGPTVlFa7ebAHK3Yz8cdqQTzi6XDbgjIycOdP4Dtt+tfpaWgrQ1eXhAYyIPGIQjCZ0JCQk6cOJGXl9ftmpMmTUpPT//rr78mTZqELXn9+vWECRMmTpyIPwtud1eKjY0NDQ3FH08DgLOzc0RERHl5OTa5TENDQ0lJif0Bt46OTlhYGH4bxW5qt2/ftrGxwZYYGhpmZGQ8fvx45syZ2BINDQ0SiZSZmcnlQflESkqKiYlJdna2uro6vhANFUaGMPxPQ0lJSUlJyZ9//gkAWJAmKCg4evTo8ePH6+npjRs3jn266fDm6OjYcWFVVVV2djadTi8qKsJevH37NiEhIScn5/OXjgUKhaKkpKSsrIz9lcRfjBkzRmIEFOTYunVrbm7u5cuXsT/9BgYGV69eVVNT8/DwSE1NBYDNmzfHxcUdOnTo+PHj2CZJSUmFhYXsF9zCwmLr1q3Yaw8Pj+fPn9NotICAAPY7QUNDw4kTJ7BfXWNj4/Dw8AkTJnh6emJ3ta1bt3769Om3337DMt9KSkpeuXJFQ0Nj/fr1dnZ2o9jSzPr4+GD3rWnTpuEPJrhpQC/OvdcSEhKwzn8AEBEROXDgQKdJAjvVXxecM6x48pkzZ7BGYsWTNTQ0uNy8H1RVwcGDEBjYedQ6bRpTQrh684o2KX6sOTREMUcrVm5ZIR32u+C0afDsWfvYVUEBtm2DwEDw9IQ+p4tHEGSoy8nJGTduHJcri4mJ4V9NAWD8+PHKysrp6elFRUVKHf/IA9ja2rZLdD9x4sTw8PCMjAzswfGcOXNOnjzp5ubm4uIyZcoUIpHYaeoTY2Nj/LWysnJGRgb7EhUVlfT0dO4Pyiewy/7p0ycUuCLDhL6+vpCQUEtLC/Yj/vUde/3p06ecnJy7d+82Nzdjfa1btmzZs2cPiUTiTXN5h0KhUKlUKpXa8a2qqir2gBZ7kZiYmJubiw8txmPadpHtuHHj+OrhXF9ER0cLCAiw/ylXVFQ0MDBIS0srKChQVVW1tLQ0MjI6f/78rl27ZGVlAeDAgQNeXl74gFsu7wSc72pRUVEAMG/ePHwFMplsaWl56dKlu3fvrlixAl8+derUdqfQ61tRt+fOYVvOuLzjdqq/LjhnXRVP7phubaBcvAhEIvy34xoAoLoabOYyJYSrvJaxSGjWej9rkxKv8lpGOXJF0GYuPHsO0tL/eXvNGggKgkuXYP16HjUQQRB+UVNTI9VpRrfOSLf7YwKgoKBAp9NLS0s7DVxrampCQ0OjoqIKCgrYa0/gnQrHjx83MTG5cOECVqfN3Nzc3d29Y5oo9i9jAgICRCJRVFQUX0IkEtnn0XR7UD6BXfZ2JTlQ4IoMYUJCQjo6Ov/8809XK7BYLCysHTdu3Pv370NCQvq9EuPVq1exgYsAQCAQVq1adebMmf49BJdaW1vZZy1yiUKhUCgUAwODjm91GtOmpaXl5eXhNXuEhYU7dtIqKytraWlx/4ee5xgMBpYBq9M2v3//HgveNm3a5OTkdOLEiYCAgKysrCdPnly6dAlfjcs7AYe7moyMTE1NjbCwcLsubqyjtV32LzGx9hMde3cr4vLce4fLO25X+uWCc8ChePLgBa5RUWBvD+0GNbS1wcLv2irKqjevQFHrAGGRhKrdv5M5cFHgu+/g/v3/5GqSkAB7e7hxAwWuCIL06MtVRUUFi8UisCV7x8olKigodLq+nZ3d06dPaTTa0qVL5eTkCATCkSNHNmzYgE9tIxAIzs7Ozs7OLS0tjx49OnjwoIODQ2ho6MaNG3t9Rt0elE9gl529UwpQciY+wZ64hddtGRpYLFZ2dvbvv/8uLi7OIYmuoKCgnJzc+fPnT5w4AQA9Ss/LpSVLlrDY8CpqBYDq6ur+jRWxgNbKysrNzS0wMDAsLOz+/fsZGRl1dXWVlZX//PPP/fv3aTSas7OzhoZGUVHRrVu3Nm/e/O233xobG0tLS4uIiGhqalpbW69YscLX1/f06dO3bt1KS0vjXM+WJ8hksrS0tKCgYEtLC6uDr74kel28ePHo0aOPHTvGYDBCQ0NdXV3ZI0w7O7ugoCBXV9esrKy2tjYWi3X48GEAaHcnwO5q7EvwuxqZTJaSkmpqaqqrq2NfoaSkBAAUFbuZ4shNAwgdSqdwee69g91x4+Pjq6uro6OjWSyWg4PDoUOHuNy8Xy44B7wvntzUBH/+CXPmtF9+7hw8elzt5oBGCA+oNinxancHePwYzp1r/94338CffwKDwYt2IQgyVDU1Nb148QL/8fXr13Q6feLEiZ12t7a2tiYlJSkqKq5fv15eXh67QTf+t+K0tLQ0NjdVSEjI2toayzJ4+/btXreQm4PyMxS48gU8HRmvG8K/Wlpa/v777/Pnz3t5eVlYWFAoFE1NzUWLFuXl5XX6PZVEIpFIpE2bNn38+HHFihXYpLXB60XhhXZpbAZUVzFtbW0tHtOGhYW5ublpaGhUVVXFx8dv2bIFi2kpFEpXMS2dTh+c9nfk4ODAZDLbJfjdt2/fmDFj8Kd9goKCnp6epaWloaGhV69eXc/WG8P9nYDzXQ3rjWS/JzEYjISEBBEREfbhrB1x2QBRUdHm5mbstY6OzunTp7k8997p4x23Xy44Z3PnzoUvA4Yxg1o8+e1baGkBI6P/LKytBb+tn2dRUTamQcAcrfh5FhV8fdsnGZ48GVpa4EsuEwRBEG5ISUn5+fklJyc3NDSkpqY6OTmRSCQajdbpykQi0cLCori4+MCBA+Xl5Y2NjQ8fPjx16lS71dasWfPq1SsGg1FaWrp//34WizV79uxet5DLg/ItFLjyNXFxcTMzM163gjfq6urS0tIuXrzo6elpZmYmJSVlZGTk5uZ2//79MWPG7Ny58+nTpzU1NREREe2+W2ODga2srN69excSEoINAlRXV6dQKMnJybw5mUHx7Nkz9smTvILHtCtWrPDx8QkLC7t161ZqampNTc3nz58/fvzYMab19vbGYloVFRUspjUzM1u0aJGvry+NRrt27RoW0w7oIJbg4GBNTU0XF5c//vijpqamsrIyLCxs165dBw8eZB8j5ObmJiUl5e/vb29vr6Kigi/n/k7A+a4WHBysrq7u5eUVGxtbV1eXlZW1bNmyoqIiGo3GnpmpIy4bMHny5KysrPz8/OTk5OzsbHNzc+7PvXf6eMft+wXnbO/evTIyMl5eXvfv36+vr3/z5o2Tk1O7kcMDqKgIAGD06HZtYjU1NtiM0L/8g6/BxozV3AQhIf9Zio1+wj4gBEEQ7oiLix89enTnzp1KSkozZ86kUCgPHjzAqgZ0rLkIABEREe7u7kePHlVWVlZXV7948eKyZcsAwNraGsuu9PjxY11d3SVLlsjIyOjp6cXFxf3yyy9+fn4AkJKSwl5Y0d/fPzU1lUAg3L17t7W1lUAghISEJCYmEgiEx48fNzQ0EAiEwMBAbg7Kz1A5HD7SsXJDp7UrhquqqqqMjIy0LzIzM9va2qSkpAwNDalUqoGBgb6+/pQpU9pVbamrq5OSksJ/jQUEBPT19Y8fP44nAcctXbq0pKTkwYMHg3Q+g6u4uFhFReX69evcTyDkK42Nje0m02IvPn78iA8txubTdpr6WElJqeMg2J6qrKzcs2dPdHR0fn6+tLS0kZHRli1brKys2q3m7e194MCB9PT0CRMmsC8vLy/39/e/c+dOcXGxjIzM3LlzFRUVQ0JCAIBKpWLpebF/4/fv39+wYcOff/7JZDKnTp26Z88e9urkFRUVu3fvvnnzZkFBgaio6PTp0729vbFgD0sNz35Q9j/g3DTg3bt3rq6uL1++lJGR8fX1Xbt2bY/OHdexHA57JXQAWL58eXh4eHp6+smTJ588eZKbmyssLKytrb1q1apVq1b16MPq3QVfsmQJVg4es23bNmNj444tBICsrCwfH58HDx60tLQYGhru2LHj8OHDCQkJANBuynr/l8O5dg0WLYK2NsAvSGMjKCnVWxh9/mZGvx0F6Y7o3T/FH/8NdDqIiPy7iMUCAQGIjITO8rQjCDJyLFq0CAAiIyO7XbPj13ikjwgEQkREBPYR/LsEBa78Y6QFrnQ6PY1NUVERACgpKeFhKpVK1dfX7/Y77tixY/Py8gQFBSUkJPbv3+/i4iIg0MlQgpiYGHt7+6ysLC0trQE5H54KDg4+ePBgQUGBCP7Fa7joKqbF/o+tQyaTVVRUOo1pFRUVO/194Ilhc1frqo7r8Nb/gWtkJCxeDOx34Rs3wNGxfK9Hm2T75Fvs3hdX7I5+mJSV29Laqqssv9nGPOzB86fvcgBg2YyJh53mMdvabv+VGZ6U/pZeWtvIUJenOJlOWmVhLPDlz2kzs/VwXFJM2tuCyhphIcEpmqrOpkZWhlpEgb4+ABqKBGob5PyOwvXrwP7gj0CAiAhg+8KEIMgIhAJXHuoYuKKswj3D3quQk5Pj7e19584dEolkY2Pz888/19TUeHh4PHr0SFxc3NbW9tChQ+ypRMrKyoKCgmJiYuh0upSUlLm5+fbt27sa23nw4EGsuyApKQmL3IhEYh/nm/FWS0tLVlYWHqamp6fX19cTicSxY8fq6+u7ublRqdRp06Z1lXiNgylTptDpdE9Pz4CAAA7ZiebNm6epqbljx47Lly/37VT4TlVV1eHDh11dXYdf1AoAIiIiGhoanZbWbGpqotPp7QLa+Ph4Op1eXFyMPZUjk8kyMjKdpj5WU1Pjn5gWQQAA7t5laqhyjlo/lVXNO3BBlCz0q6uDsYZKQWWN/7X4N4WlJEFi/s8+2DoPM7Ldfo32m2/xy+oFbW1tN1LfBFy7T6+q3eFgia3gG3H31su3Z1Y7TNMaXdfIOBGfsuLUtSiv5TO0xw74OfKfNkkxpoaqYFwcDM0RKwiCICMEClx7xt7ensVi2dvb37x5c+PGjX5+fmfPnr1x48aKFSsqKipIJFJQUJCWltbly5fXrFkjISGB588sKioyMTFpamo6e/bszJkzc3Nzf/rpJxMTkwcPHnRacnDz5s2bN28e0j2utbW1r169SktLe/PmTUZGRmpqKoPBIJFIWlpaVCrV0dGRSqVOnjyZvdJU76xatWrv3r3a2tqcVyMSiaGhofb29u7u7h0HEg9pgYGBBAJh69atvG7IYBMWFu5RTJuUlMQe05JIJFlZ2U5j2rFjx/Z75aTh58cff/zxxx/FxMTaZeUdZnx9ffft2zc4x2I9e9Y8tpPkk+z23nxU09h0yMlmlp46AOgoyZ9ymU/1P95utRnaYz2/jDdebWH8Vw79l4cvNtqYSQiTAeBpZo6Okjy2B2EhwR0Olndfve//8xk6mscoEtNSR2J3M4IgfYb3NgEAgUDYtm3b7t27eduk4QoNFe4NLHC9ffu2jY0NtsTQ0DAjI+Px48d4RKShoUEikTK/5CRcuXLlhQsXLl++jE2ABoDi4mI1NTVDQ0Ns7hkM/aHC2NBfLExNS0t7+/Yti8WSlpY2MDCgfqGrq8vbeGDOnDklJSXJycnCwsI8bEY/evny5bRp006dOrVq1Spet2VoYDAYhYWFHUvU0un0kpISrEh3v8e07Hc1AEB3NQ5TAHbs2IElkBj+Og4VplDq5kxvnDmZw0aaGw/WNzVnH94sRibhC62Dz2YWleE9rh2diH+280bC7c3fG2uoAIDP1bjzT146mU5aNmPipLHKI3OEMDuRJy8l7qZAZYv17UgAACAASURBVNX/F6GhwgiC9GSoMNLv0FDh/sSeektZWTkjI4N9iYqKSnp6Ov5jdHS0gICAra0tvkRRUdHAwCAtLa2goGAolm9tbW3Nzc3F0ym9ePECqzaJTVJ1dHTE5qkaGBjwuqX/cezYsalTp7q4uFy+fLnv6Xx4jk6nz58/38LC4ocffuB1W4YMMpncVT8te0yLB7RpaWmxsbE5OTlYTCskJCQnJ8ceyuKR7ZgxY7pKw4uNoRjYExtS0DPTztXVsUTJHN5vZrbWNzWThQTZo1YAkBL9z5O42kbGyYRnd/5+V1RVV9PYhC9vbGnBXoQsnmOsrhqR8uo72hUAmK41eoWZkc0knX47kaGGJUqG2rru10MQBEF4BwWuvScpKYm/FhAQIBKJ7KNeiUQi9jUXABgMRk1NDQB0OgPz/fv3QyJwbW5ufv/+PT5J9a+//vr8+bOgoKC2tjaVSt2wYYO+vr6JiYmcnByvW8qJlpbWtWvX5s6dq62tPdR7dRoaGubPny8uLn7t2jU0V7NfcIhpm5uby8vL23XSYjFtbm5ua2srthqFQunYScs5pkWQ/2ttZRE4/VsmCRLFhUn1Tc0NjGb22LW87jP7as4nI1M+5O92tHaYYiAjJkogwOkHzwOux+PPCwgEcJxm6DjNsKW17c+s3BPxKT+c/n3nd5ZrLKcNxGnxPxZBAL78K0YQBEH4E/oiNRjIZLK0tHR9fX1jY2OPvrzytkuwurr6n3/+wSPVd+/etba2SkhITJgwwcDAAJukSqVSh1xCIEtLy+PHj7u7u9fV1e3fv3+ITmXE+lpzc3OTk5OlpaV53Zzhj0QiKSsrKysrU6nUdm91GtNmZGTEx8dzE9OOHj1aSEho0E8IGaosDTRvpr198CbbzkgXW1Ja2/CxtAJfobWN9fxjgYKkmOtXU/CFjS3/ye03blPonS0rxynKChEFZumpT9Marea1//4/H0ds4IogCILwPxS4DhIHB4ezZ88mJSVhZYgx+/btO378eHZ2dlfRrKioaHNzM/ZaR0dn06ZNbm5uA9dIvD4NNk8Vm6RKoVD09fWtrKx8fHyoVKqent4w6NxzdXUVFxd3cXF5//59eHg4e+f5kPDy5UusrzU5OVlTU5PXzRnpOMS0LS0tZWVlKKZF+pHftxaPM3MCrt2XFCYba6jkV9TsvJGgICleWvtviiyiAGGG9tjEdznH76csNZkgSialfSq88PRlu/14//bHnkVfa42SrW1sOv/kJYsF5jojMaUwgiDI0DK0MuD0LxS4DpLg4ODHjx+7uLgcO3ZsxowZra2t165d27Vr17lz5zj0wU6ePDk5OTk/P7+goCA7O9vc3Lwfm8RkMt+9e4eHqSkpKeXl5cA2SZVKpRobGyspdZPicohaunSpmpraggULdHV1g4ODV6xYMSSmvFZVVQUGBp44ceKrr76KjIxEfa18TkhIqKuYFgCqqqraZYfKzs6Oj4/Py8vDa19RKJRO69OqqamJiXEqmoIMV2rylDtbvg+KerDqlxvMtjZD1VHb7C32xz6tqP//aOFfVtkH33p85lFqcMwjaTERS33N76YY/Hw32fHn3yaOUbzn6xK9wfn80zS3X6MLKmvIQoKaCjKHltssm9F5eTYEQRAE4Qe9CVxLSuDRI0hPh5ISqONRLgMBAZCWBg0NmDwZzMxg0BLEpqSk4NVrREREtm3bZm9vP2XKv8OxCARCcHCwmZkZHmESCAQsQ6aCgsLz58/37Nmzbt26/Px8aWlpIyOjmzdvWllZQdd5tI8cOeLq6qqnpycjI0Oj0fT09PrS+Lq6uqysLDyd0suXLxsbG4WEhMaNG0elUv39/alU6qRJk8TFxftylCHExMTkzZs3AQEBq1atOnHixKZNm+zt7UkkUvdb8kJxcfG5c+cOHz5MIBBOnTr1ww8/DIOu7xGOQqFg4+07vtWXmHbs2LEj51/xyKSpIHPefSH7ktKaehnx/8/akBEXPbB0brutts3/Cn9toKrQcQUEQRAE4Wc9KIfDZMLVq3DqFCQnA5EImtptioqtYuK8yQzZ1gY11QI5n4j0AoKYGDg4wPr1wJbTFwEAqKqqwsPUtLS0zMzMtrY2SUnJ8ePHU6lULOvvlClTyGROSSxHglevXm3fvj02NlZUVHT27NlGRkaqqqr8MH64tbW1srLyw4cPycnJz58/l5aWdnV13bp1a6dZvpARomNMi73Iz89v+ZIztquYdsyYMRISErxtP/J/HcvhEAg1qxYwqJyeUZbWNpjvCvtnn5cQ8d9HV/kVNdN3nFw41ZC2wpbDhggH5LS3Ur9GtfssUDkcBEH6txxOWVlZUFBQTEwMnU6XkpIyNzffvn37pEmTACA6OnrBggXYap8+ffLx8bl79y6RSDQxMaHRaNi8sHal9QCASCTij7O53HlmZmZAQEBCQkJlZSW2Fd/mVe1YDofbwPXRI/BYD+8y4Wub5gWLm01nMUVE+KKYQRFdICFOKOIS+Z9XxOXLYd8+UFbmdZt4B5+kiikqKoIvQ3+xMJVKperr6w+JMbGDr6CgICYm5sGDB69evSopKamtreV1i0BAQEBaWlpDQ2Py5Mlz5syZO3fusCk/iwyEqqqqTuvT5ubmNjQ0YOt0jGmx/48bN44fHtaMLL0NXMf70paaTPC2nUkRE8mkl22NvPeprOqezw9j5dDcgV5CgSuCIJ3qx8C1qKjIxMSkqanp7NmzM2fOzM3N/emnn549e/bgwQN8OKe9vf3Nmzfnz5/v4+MzYcKE5OTkb7/91tDQ8Pnz5/h+Op3jyv3OZ82aFRgYOHXq1NevX5uamhYXF8vJyc2ePTs9Pf327dvTp0/v+5n2l97Uca2vBzc3+O03sPym5ejZz+qabQPZwh5TUm5zcmE4uTDuxgrt3S6qoyNw4ACsWcPrZg2KlpaWrKwsPJ3Sy5cvKysriUTi2LFj9fX13dzcqFTq1KlTR40axeuWDg2qqqpr165du3YtrxuCIL1EoVAoFEqnxZM7jWkTExPz8vLq6/9N6iMsLNyxk1ZZWVlLSwt18vMPBUmx657Lzj5O+/bQpeKaemlR4Zm66qd+mI+iVgRBEH62devW3Nzcy5cv29jYAICBgcHVq1fV1NQ8PDxSU1PZ11y9ejUWbVpZWc2bN+/69evl5eWc+0W537mPj4+FhQUATJs2De+tbWtrY7FY/F9ivZvANT8f7L6FwkLWuYiGr6xbBqdNvfONbYuFde3xQ8Jr1wq/eQOHD8PQrHLCSW1t7atXr/B0SmlpaU1NTSQSSUtLi0qlbt++nUqlTp48mb2cLIIgCPQ8pk1LS8vPz6/7ksagq5hWU1MTZQgbfOY6auY6arxuBYIgCAIA8M8//4wfPx7/8aeffjp27FjH1aKjowUEBGxt/z+nQ1FR0cDAIC0traCgQFVVFV+OZ88BgNGjRwMAnU7nHLhyv/OpU6d23PzRo0ccT5FfcApcMzLA2hokpVuj79erjuGvjtZOkcmsjVsbdQ1aN60V+/ARoqOAX/PscItOp+MxalpaGlafRlpa2sDAgEqlYn2qurq6Q7QSKYIg/KBHMS32R+n9+/f4WPquYloNDQ0KhTK4p4IgCIIgg83Q0LDbvkoGg1FTUwMAnY5gev/+PXtsyb4OljS0rY1TINajnQ/pkgRdBq6lpTDPFlTHMs9F1ItL8HvHMTubb5tVVNucFoi7uxPOneN1a3qitbU1NzcXD1NfvHhRUlICbPVpsHmqaJIqgiCDg0NM29jY2HEy7Zs3bz58+IDdPuFLTNtpmijlkZyNAEGGjvDwcGdnZ+y1mJgYPrOAf+DpalRUVAoKCrjc6urVq0uXLgUAMpnc1NTU7frPnj3bvXt3WlpafX29oaHh4sWLnZ2dZWRk+tLygdC7q8FD/fjx+fr67tu3D3s9bdq0lJSUAWhv75HJZGlp6fr6+sbGRg6FMLnRMQrox53zuc7LaTQ1gb09sFhtYReHWNSKmTiZefxcQ3g4hITwuikctbS0ZGRkXLx40dPT08zMTEpKSlNT08HB4dq1axQKZcOGDTExMWVlZXQ6/datW4GBgVjsiqJWBEF4TkRERENDw8rKasWKFT4+PmFhYbdu3UpNTa2urv78+fPHjx/v378fFhbm5uZmYGDQ2NgYHx8fGBi4aNEiY2NjFRUVERERTU1NMzOzRYsW+fr60mi0a9eupaWl0el0/p9jMxI0MJqn7zjpdKJ/Emki9fX148aNYx/Fx8+77ejkyZMsFguPWgftuNzYvHkzi8WaOHEi+8JuW7hkyRIWi2VpacnNIZKSkszMzNra2pKSkoqKijw9PX18fLy9vbls4WBerk6vBj/rx48vJCQEm6XJt+MQHRwcmExmUlIS+8J9+/aNGTMGn2vKDVFR0ebmZuy1jo7O6dOn+3HnfK7zoHznTnjzhnXjXr2M3FD9AjFzdsu2oM/btolaW0NnVRJ5o7q6+p9//sHTKb1+/bq5uVlCQkJbW1tfX9/R0REr6igiItL9vhAEQfgSFtNqaGh0fKvTftr4+Pjs7OyqqipsHQ79tEpKSujJ3eBgsaCNxWr770MEda8DhqNH3dq0gletGrpYLFZbWxvnwX78s1u+PS73+reFZ86cYTKZR44cUVdXB4DFixc/efKEwWDwpDEjwXC9YsHBwY8fP3ZxcTl27NiMGTNaW1uvXbu2a9euc+fO9aibdPLkycnJyfn5+QUFBdnZ2ebm5n3fOX9mFe6okzP5+BEOH4ZtQY2a41oHv0H96Ad3xt1YkoeHYFIS8OqrDl6fBpuqik1SpVAo+vr6pqam69evp1Kpenp6AgKdd30jCIIMJ93GtO2m1MbHx2MvsHXIZLKKikqn5XzU1NTQH9J+JC5Mer4LpVjvNxISEh8/fhwqu+Xb43Kvf1uIDQMpLi4eN24ctuT48eO8asxIMFyvmIKCwvPnz/fs2bNu3br8/HxpaWkjI6ObN29aWVkBQEpKCl63RkREZNu2bbt378af1RoZGc2bNy82NhYAjhw54urqqqenJyMjQ6PR9PT0erpz+PJbjWMymUM1q/CGDaCm0bpsJbdPkvjZ9r2f7WZLXr4MTk6DcTgmk/nu3Ts8ndKzZ8/KysqAbZIqlUo1NjZWUlIajNYgCIIMHRxi2qamJjqd3mlMW1xcjN1oyWSyjIxMp5NpBz+mffHixfv37xcvXsy3I9YQBOGeg4PDhQsXPDw8EhMTxcXFed0cZAiTkZEJDQ0NDQ3t+Nb06dM7xo2dRpI6OjpPnjzp+87ZdbpDPtT+Xp6RAbdugW9g4/CY2as/vnXB4uaQfQO1//r6+rS0NHySqqSkpKGh4fLly7FJqtu2bbt//35FRQU+SdXOzg5FrQiCID0iLCysoaFhZmbm6Ojo4+NDo9EiIyNTU1PpdDo2n/bp06eXLl3y9PQ0NTUFgKSkJBqNtnjxYnNzc01NTREREWVlZWNj40WLFnl6eu7bt+/atWuJiYnZ2dmtrQMysCgtLW358uUaGhq//PILPhNpkFXUf94WeY/qf1zVI0TP+8gPp3//p6AEe8su9OKotXux/9aejwGAhbQr+JKaxqY/0rPwHxktTAA4Ef9s1Nq9n5tbnn8swJYrrwvmyXkNRdHR0YQv2PMAVVRUbNy4UVNTk0QiUSiUuXPnPnz4sOMmOTk5ixcvlpaWlpWVtbW1xXuiOt2ttLQ0oQMBAQE87U1ZWdn69evV1NRIJJK8vLyDg8Pff//d99NhMBjbt2/X1dUVFRWVkZGxs7OLiYnp9t9XdXU1ezt3794NAEwmE1+ycOFCbElERIS1tbWioqKIiMj48eNpNBqHcaRdXfDMzEx7e3spKSkxMTFzc/PExEQuT1lTU1NSUjI9Pf3bb7/lJpNTt43p3eXC9PRqcHM4Dr+KHAyVjw8ZTtoHrmfPgppGm4UVX5ds7ZEVq5oy/oHnz/tnb1VVVYmJiTQabcWKFQYGBlJSUsbGxh4eHmlpaVQq9ciRI0+fPq2trcVTLllZWfFh0jkEQZDhgUNM29jYiMW04eHheEyblpZ2+vTpJUuWYDGtqKjoQMS0BQUFQkJC+fn5a9asGT169JEjRz5//tx/J929kpr6r0PO3Xz5dt+SOe8ObozesLy6odHmwIXU7EIAuLVpxQO/1aIkIQNVhYPL5gLAlZ8WT1ZTDnOxLznhJyUiPHeidskJvzkTtPEdrrWaVnLCT5QkNFVTteSEX8kJP/qxrfi7Dkcu62w5nPapcDDPcQixt7dnsVjz589nX1hcXDxlypQrV67QaLTy8vJnz56JiopaWlqeOXOm3SZeXl5eXl6FhYUREREPHjzAkql2tVsAqKurY32xa9cuANizZw9WDKOoqGjKlCmRkZEnTpyorKx89OhRZWWliYlJcnJyH09n3bp1P//889GjRysqKt6+faurqzt//vynT59y3pW0tDSLxZozZ46AgMCHDx/8/f0BQFBQkMVimZiYXLly5fr16wAQFxe3ZMmS2bNnv337Nj8/383NbePGjT4+Pj1q4YcPH0xMTFJTU69fv15SUnLixImgoCBuxqM+fPhw6tSpu3btmj9//sOHDx0dHfFUN7a2tu2CtAG9XJieXo1uD8f5V5GDIfHxIcNM+37VW7Ew1655OCW/mGDUOnpM261bAp2V2+0ePkkVm6eanZ0NAEpKSgYGBlZWVj4+PlQqFdWnQRAE4TdkMrmrsccMBqOioqJdmqi0tLTY2NicnBysK0BISEhOTq7TNFFjxozhnOsiPz+/ra0NixxKS0s3b968c+dOT09PT0/Pwaltu+fmw4LKmpM/zLcy1AQAHSX5sFULqP7H/CLv3vN1AQADVQXaClvXM1Hrzsf86vrd5it3zHXV7I31e3c4FosFQ2BuFH/ZunXrp0+ffvvtNyx1qqSk5JUrVzQ0NNavX29nZzdq1Ch8zdWrV2OT06ysrObNm3f9+vXy8nI5ObluDxEZGbljx46VK1du3boVP2hubu7ly5dtbGwAwMDA4OrVq2pqah4eHqmpqX05nYSEBAMDA2trawAQERE5cOBATEwMl9tu3rw5Li7u0KFD+MTRpKSkwsJCR0dHfB0LCwv8LDw8PJ4/f06j0QICAiQlJbk8ip+fX3V19ZkzZ7BGjh8//ty5c53+fWBXXl6+YMECc3NzT0/PNWvW2NjYxMbGOjs7X758WUBAIDY29tOnTwYGBnV1dT2aF9CXywU9vxqcD8f9r2Kn+PnjQ4af/9x6KyrgfRb47xk+SZMx082ZySkkbtZsaWnJysrCw9S//vqroqKCSCSOHTtWX1/f2dmZSqVOnTq123/GCIIgCN8ik8nKysrKysrUDknnm5uby8vL28W0GRkZ8fHxubm5eDcshULpOJkWj2k/ffrE3mHb2tpaXV29Z8+e/fv3u7q6+vr69nrOSCa9bNbuX/AfXWZRgxd/03G1P9KzBAgE6/Fa+BIFSTFdJfn0vGJ6dZ2ytAQAfDtZL2NO6ZG4JLvQi9Jiwkece1+rI2rDoKSRGF6ioqIAYN68efgSMplsaWl56dKlu3fvrljx/9TNU6ZMwV+PHj0aAOh0eleBa3V1Nfbi2bNn33///cyZM8PCwvB3o6OjBQQE2KuMKCoqGhgYpKWlFRQUYL2yvTNnzpyTJ0+6ubm5uLhMmTKFSCS+e/eOy20tLS2NjIzOnz+/a9cuWVlZADhw4ICXlxf+eMjW1rZdZZSJEyeGh4dnZGTg+Wa6FRcXBwDffPP/fy/Kysra2tpZWVkctjp37lxNTc3y5csBgEwm37x509LS8urVqxISElgNkkePHpmZmfV0NntfLlcvrgbnw3H/q9gpfv74kOHnP4Hr27cAANp6QzuZcEc6eq1nH3X+Vm1t7atXr/Csv2lpaU1NTSQSSUtLi0ql2traUqlUIyMjMTGxQW3xEMFN2eghVwu7K10VYY+MjFy8eDGJROI+M/7IMXIKiyPDBolE4hDTFhYWFhYW5uXlFRYWFhQU5Ofn//3337du3SopKcH6aYlEoqKiYqd/DZhMJpPJPHny5MmTJ3/44Qd/f//RPW+errJ8yQk/zus0M1trGxkAoLWxkxQdn0orscAVAHztZj3J/PQiu+Do93YCaNzQIGIwGDU1NcLCwhISEuzLscfixcXF7AulpKTw1yQSCQC6LROSl5c3f/780aNH37hxA9sEP2i7HeLev3/fl8D1+PHjJiYmFy5cwEprmpubu7u7L1iwgMvNN23a5OTkdOLEiYCAgKysrCdPnly6dAl/t6amJjQ0NCoqqqCgAI/MAYD7EfgMBqOurk5YWLhdaiUFBQXOkQ/2Lt5dIS4u/scff8yaNeuXX36RkJDYv38/jUbz8+vmn2RHfblcvbgaHA7Xo1/FrvDtx4cMP/+Z41pRAQAgKzsYdZNOHzumJiOjJiMz3cCA+61u3biBbaXdk8fVMrJtFeX/vsZqBuKTVCkUirm5eWBgYEZGBpVKDQsLS01NraurwyepmpmZoai1K9zUue5daWm+1a4IOwDIy8vj/8cN3RPsXyOqsDgy7JFIJHV1dTMzs2XLlm3ZsoVGo924cePZs2d0Or2pqSknJycxMTE8PHzDhg21tbVd7aSlpaWlpQUb5Lbq1KkPA9FOQaKUiLCggEDhMV9sPir7f6baY/E1/3yfW9fE0FNW8PktLqOgtNs9o0kx/YVMJktJSTU1NdXV1bEvLykpAQBFRcW+7Lyurs7W1ralpSU2NpY9ywaZTJaWlhYUFGxpaWF18NVXX/XloAQCwdnZOT4+vrq6Ojo6msViOTg4HDp0iMvNFy9ePHr06GPHjjEYjNDQUFdXV/Y4ys7OLigoyNXVNSsrCxuEf/jwYegi4WqnyGSyhIREU1MT++0bACorKzlviHUhvsU6dgAAQEZG5t69exoaGocOHTIxMRETE2MfE8ulvlyuXlwNDofrl19Fvv34RpqDBw9iM6778hCKz/0ncMWeEZPIg3Fgt3Xrcior9QwN2Rc2NDRYGBu7LFnS1VZ2Dg45lZWms2b16FgkMjAYD6ytreXl5VVUVKytrWk0WkNDw5IlS6Kjo/Pz89lTLlGpVPzxJDJABrO0tLi4uJmZ2cDtv9PAlT9rZw/0peASf14cBOkLISGhsWPHmpqaLlmyxMXFpdtMwm1tbUwm8+zDh1MAzp8/3+/tmWekw2xre/7xP8Mcjt5LNtp2jPnln15eRbXXpdtnXb+79KOjMEloxalrFfXddICIkISamf+OyZoReOpS4l/93vKRA+vvun37Nr6EwWAkJCSIiIiwj4fsqdbW1iVLlmRmZv7+++/a2v+m11q4cGF0dDQAODg4MJnMpKQk9k327ds3ZswYPOFQ70hLS2dmZgKAkJCQtbU1lhiW/ew4ExQU9PT0LC0tDQ0NvXr16vr169nPKCkpSVFRcf369fLy8tjTk8bGxp62cO7cufBlxCmmvLy82wG62Md0+PDhqqoqfKGSklJ8fLy0tPSLFy+srKx68UCn15erd1eD8+H6/qvItx8f/5s+fXo/dnJw05801PFZufYB/EZLUlFR2bZt28OHD6uqqrKzs3///feAgAA7O7th/FiCb2Glpe/cucPrhvSDTgPX4XSC/Q5dHGR4y8vL63Q5iUTCysnKysp+8803ISEhT3fuLAVYuXJlv7dh23wLNXmK16XYhIyPtY2M6obGi0//Cr2TGOhgKSggAAANjObvT13f7WitrSQ3WlbqV1eHkpq6VadvtLRyuv9OGD0qu7SSXlWbml2YW149Xevfwc4oq3AvBAcHq6ure3l5xcbG1tXVZWVlLVu2rKioiEaj9SWPxoYNG+7cuXP69GkLC4tOD6qpqeni4vLHH3/U1NRUVlaGhYXt2rXr4MGDnPONcWPNmjWvXr1iMBilpaX79+9nsVizZ8/mfnM3NzcpKSl/f397e3sVFRV8OZFItLCwKC4uPnDgQHl5eWNj48OHD0+dOtXT5u3du1dGRsbLy+v+/fv19fVv3rxxcnLqtijrtGnTfH19c3NzzczM7ty509DQ8Pnz56SkJG9vbzExMQqFEhQUdOHChZ42Bnp7uXp9NTgcrl9+Ffnz40P6jk/6PHD8FbiKiYs/efnyfGTkAOzb7Pz5815eXhYWFtLS0gOwf2SEkpOTIxAI7QJXBEFGrMLCf+M3AoEgJCQEAAICAvr6+u7u7pcvX87Pzy8vL799+7aPj4+Zrq7QwLRBTkLsrvfKuRN1tkbc1fc+PGNn2O2/My+uWTifqgcAWyPuamw4+KawdMWpa5n0ssr6zwsOh7e0tiV/yFP1CDn8RxJWxzXuVRYAjPHcj9V6BYAgR2t9FQXTnWGuv0btXmQ9TvHf/ECtbW0oqzAHWAfXzZs3AUBERMTJyQkAFBUVX7x4sXTp0vXr18vKyk6dOrWhoSE+Pt7V1RUAUlJS2DfBCo0QCARsqr+RkZGtrW3H3aalpR09ehQAfvjhB/YCm7///jvWEgUFhefPn9vb269bt05eXl5XV/fGjRs3b95ctGhRH0/n8ePHurq6S5YskZGR0dPTi4uL++WXX3o0+VNCQsLNzY3FYm3atKndWxEREe7u7kePHlVWVlZXV7948eKyZcsAwNra2tjYGBsemZ6eXlhYSCAQ/P39O22hpqZmcnLylClTFi5cqKCgsHLlSg8Pj/HjxzMYDAKBsHr16q4aFhwcHBsbq6am9v3330tLS6uoqPj4+JiYmGRmZt6+fVtERGTlypXYde6017rfL1dPr0a3h+P8q8glvv34upKXl3f58uV2Y48R/kdgv9VERsLixZBTWcVhg/41d+bMqoqKlIyMHm21fMGCFykpWUVFXK4fG01a5yKG7qkdMRiMPXv2REZG5uXlCQsLm5qaurq6zps3j0gk7t69OyAgAABMTU2xKs9xcXHYUA1ZWdny8nJ8J5MmTSovL4+Pj9+0aVNiYmJLS8u0adN2IXjS7AAAIABJREFU796NVU1kXwdLzxMdHY1nIGhsbBQWFmZfkpOT4+3tfefOHRKJZGNj8/PPP9fU1Hh4eDx69EhcXNzW1vbQoUP43Akmk/n777+fOXPm9evXNTU1Wlpaq1ev9vDwwLo18MxAOCKRiN9XysrKgoKCYmJi6HS6lJSUubn59u3bJ02a1NW1wpIznTx5cs2aNe3ekpWVdXZ2PnLkCPZjxxPkfKk5f0bse/v06ZOPj8/du3eJRKKJiQmNRtPU1MTXrKio2LNnz82bN/Pz88XExKZPn+7t7Y1NW+J8KTpVXV3NXrcjKCjI39+fyWRiX8QB4Lvvvrt+/TrnjwDD+dPHXmdmZvr6+j58+JDJZE6ePDk4ODgwMDAxMbFjqXdBQUFjY2OUnAnhW6dPn3Z3dxcVFZ0+ffrMmTPNzMymTZvWec8AdtNlvzkRCDWrFjCoeoPWWgRDTnsr9WtUu88CIiKgJxHdsMTh3ocg/Imb7wkvXryYOnUqmUz+9ttvnZyc5syZ09U8QeyxTuSAdKrB9OnT5eTkYmNj+3Gf7F+6+k5cXHzSpElYIDD4CARCREQE+5O1PvW4NjMYh4KDZ0+dqqusPFFDY9XSpff/+IO9BkBVZWXQtm0zJ0/WGjVqgrr6946OyV2XV753+zaWeElNRoY9JePH9+9dnZwMx47VU1FxtLF5gb6w9h8ONan9/f1ZLBZ7Yqo5c+awWKyOmTYBoL6+fu3atX5+foWFhU+ePKmsrJw9e/bjx487PWjH0tLsSzZu3Ojt7V1cXHzkyJHw8PDly5d7eXkFBQUVFRUFBgaeOXNmx44d+Iacq1pjY/3FxMRMTU2x5BN4qNYvRdhx8vLy7D2u/VttnJsy9NBdAXEOl6IrqLA4gvTOjBkz/v7779ra2oSEhB07dlhaWqLxbAiCIHyIwWBERUXZ29vLysquWrXqwYMHfJ6Ag8lkRkREWFtbKyoqioiIjB8/nkajddvmsrKy9evXq6mpkUgkeXl5BweHv//+G3sL69/GvHv3btGiRbKystiPvr6+BAKhoaEhKSkJW9L3CQV916fAdbu397mwsJ379/+dnZ3w7JnmuHGuy5e/+PLVv6y09FtLy5vXr+8IDv77w4eb8fEioqLL7O2vsuXIZvf1vHk5lZXWNjbsC3Oysxd8/fXrv/46eeFCalZW0MGDPx84kPvpU1+ajeDwmtQiIiKjRo06cOAAnsuhR2pqavbu3WtqaiouLm5sbBweHt7c3Ozp6dmLXa1atYpKpYqJiTk7OxsYGPzxxx8bN26cNGmSuLi4u7u7urp6u7mRWFVrCoUiJyfn4eGxbNkyGo3GIaUnBivCfujQIRsbG3FxcawIO4vF8vDw6EWb5eTksMSDHPTLpcbK0IuJiWFl6F+8eIF3fWMFxI8cOWJrayspKamtrX3lyhUlJaX169djuQF7Z/PmzW1tbeypDrsqLN7Tj4AdVlicRqNZW1uLi4tjhcWLuB5SgSB8xdDQcOLEiSj9NTKc/PjjjwQCAT2CQfgZFmgRCAT2LrRuMZlMrFpEeHi4paXlqFGjPD09ExMT+XPyQ097C6C7rhr27gR3d/e1a9fm5+enpKQQicRe9HkMgj4FrklPnmjr6ppbWAgLC8vJy/vt2qXONnBx365d+bm5O4KDLb/5RlxCQl1T8+fTpxVGjQr08SkvK+PyEAeCgmpranaEhJhbWIiJienq6x88fry0D1/EEXZz5sz5888/3dzcUlJSsH/n79696zSjA2fCwsLTpk3Dfxw/fryysnJ6enovYg9jY2P8tbKycrslKioqdDod/9HW1vbhw4fsm0+cOLGlpSWju8HnnIuw97TNgoKC3T6F6pdL3WkZeuzHrgqINzY23r17t0dHYYcXFq/AimV1Vli8dx8Bu64Ki/e62QjCWw8eAKrrjAwPTk5OeMmc3k0IJHQtMDCwv9s75PHb5eK39nCAl81jsVi9mE+EZYMvLy8/efKkubm5qqqqr68vlo25HwkKCrJfw2fPnt2+fZt9SbcliHraW8B9V42Pj4+FhYWoqOi0adOYTKacnFw/nHB/61Of7yxLy/CzZ7d6eS1ycppgZEQkEh++eIG/ezc2FgBmf/01voREJpvOmnUjIuJxQsJ3Xde8YfcoIQEAZrJlWhulqKihqZmNhhH2hz5WDMdh4wrYlygoKNDp9NLSUqWeVNwFAElJSfy1gIAAkUgUFRXFlxCJRPYREb2raj2gRdi70i+Xuqsy9P1SQLwrqLA4gvSUoyM0NsLXX8P8+TBvHigo8LpBSM9VAbgfPgzXr/O6IUMehzKnb9686VFeqJGA3y4Xv7Wnv3CoAdvS0gIAdDo9NDR03759kpKSampq+fn5WIdBH7XrtOzpHFdbW9t25XMmTpwYHh6ekZFhYmLS6Sacu2rYv/FOnTqV29PgnT71uAYdOHDo5Mm83Nxl8+cbjhmzYuHCu18ufTODUVdbSyaTxf77ZVROXh4Aykq7L3SO7aShvp5MJrPPtAQAWZTBtZ8QuiuBLSAg0K4gIXtwgsPiQHalpaUAoDDA39e4qWpN6FBgrd+LsD969KjbjHbdXuq+4LKAeMdLwQ1UWBxBeopEgsZGiI2F1atBURGoVNi7F1694nWzEARBkKGspqZm+/bt48ePp1AoWA8tlnqzq94CrGOjra1NSkqKvV/35cuXAPD+/Xv2ldtFW/ypTz2uBALBYfFih8WLmS0tyUlJp48edV+xwn/37tVr15LIZAlJybra2ob6evbYFRskLM9dPEMik8XExRvq6xsaGtivZnXV4OU9Ht6kpaVTUlJ0dXWxmtRmZmZiYmK3b9/euHEjtoKSkhJe2gEAiouL8/Ly2DtFMfX19enp6XjJ49evX9Pp9IkTJ/a0u7VH2Kta4ws7VrUWFRXFY28dHZ1Nmza5ubk5ODicPXs2KSlp1qxZ+Jr79u07fvx4dnb2QMw+7/ZS99GCBQvOnz9/+/btJV/GMnQsIN7ppeh2z1hh8c2bN2OFxd+8eYO/xeVH0K25c+dGRkbGxcUtXLgQWzI8CosjIxZ2v8KnWb18Ca9ewbZtoKgI334Ltrbw9ddAJvOwgUj3KACRGzagrMIIMixhWYU7fUtISKilpUVZWdnZ2XnlypXbt2+HL/OzeM7Ozu7p06c0Gm3p0qVYOcYjR45s2LChq94CrKumvr6+sbGxd19ue9fnMXD61OM6Xk3t4/v3ACAoJGRuYfHL5csEAuHBvXvYu9/Y2gIA/iMANDMYSY8fCwsLz7K05PIQX1lZAcDjhAR8SWVFRfZ/nxBw6ckTePMGSkuBvxOGDTbOJbC//vprOp1+7Nix+vr6jx8/enp6dtqJKiYmtm7dumfPnjU0NKSmpjo5OZFIJBqNNqAt57Kq9eTJk7OysvLz85OTk7Ozs83NzaFfi7CnpaXJycmZmZl1m9Wtj8XZOeOmgHinl4IbqLA4gvRIx19ebHRYcTGcPQvffgvS0jB/Ppx7pF4KgzSMeO7+804nBqScA4IgyDCAzcCSk5P78ccfnz59WlBQEBISoqury+t2/R97b4G8vDwWUnbbW+Dg4MBkMpOSktgX7tu3b8yYMdwkW2rX53H69OneNr9/9ClwBQC/jRszMzKaGYyKsrJTNBqLxZrx5duwz/bto8eO3bl1a8Lduw319Z8+flzv5lZaUrIjJESO67G+WwICpCmUXVu3Pn30qKGh4f27d17u7qK9+kY7axYYGMCoUSAkBKNGgYEBzJoF330Ha9fCjh1w9Cj89hskJMCrV0Cnw3+Hxw5b3ZbA3r179+rVq/fu3YuVe96yZYuiomJFRQWBQPD19cXLRktLSx86dGjr1q2KioozZ86kUCgPHjzAOjO5KS3dsdJ6amoqgUC4e/dua2srgUAICQlJTEwkEAiPHz9uaGjAUwJwrmqNncKRI0cmTJigp6e3ePFiGo2mp6cH/VSEHYMNMGZPYde/1ca5KUMP3BUQ7/RScGPIFRZHkAHV2AhVVfDpE2RmQloaPHoE9+7BtWtw8SKcPg3793PaFvue0NQEMTHgcnKKEhRt2oQyOSEIgvAGli1JXFzcyckpISGhpKSERqOZmZnxW08j9La3oI9dNb3u8xggBPbOZawWek4ltwNx3/7zz6WzZ5//+Wdhfj5ZWFhdU3Oxs/NiJyf8w66qrDwaGnr/zp0iOl1ERMTI2HjN+vUzZs4EgNPHju3dvh3f1bpNmyZMmuTm7IwvsXd0PBIWBgCfPn4MDgz888kTZkuLjp6ep4/PrydPJj1+DACLnZz2/fxzt+2MjSatcxErKoLycigvh5ISKCv793VZGZSW/vu6vBzYHz1IScGoUSAn9+9/srL//l9G5j//R8O9RghUhJ1PcFNYHEE61dgITU1QXQ0MBjQ0QH09MBhQU9Pj5V0RFQUyGSgUIJPh7dsuVxMQ+HfllaYf3O8uMGS9/v97BELNqgUMKrcPlbg3d/95WXHR8LVo4GvnyGlvpX6NAvbhdgQCRET8r707jWviavsAfGchISSQsAnuIlZUVFREXLCigkWForRqW8XWFWvd6o741D4iihvuC7611q5Ka0V9ELdWqoKoxa1uaLEqiCCKCYQ9ZN4PQ8cYFhHQBP1fH/xNzpw5c0+EMHfOmXMwVBjgtcQOFRaLxe++++6oUaN8fHzYHtfy2C6NqKiXMmLlRSdnevTo0cKFCw8ePJiRkWFlZTVw4EB7e/vw8HAicnV1/eCDD9hHXlkhISFLliwhouzs7LCwsOjo6NTUVIVC0blz5zlz5nh5eRFRYmKi3qxOeqOOk5OTJ0yYcP78eSsrq/nz50+ePLmWl/xCeDze7t27dXuVapW41hds4lqdyWIeP36a0z58SFlZT18+fkyPHlF2NunNOC2TlWWwFaa1uv8a33c38AKQuBoJJK5vlJwcKi2lJ0+otJRycqi4mPLyqLCQCgooL4+Ki8sqKJVUWkoqFZWUkFr9NOEsLia1+vkJp6kpSSQkl5NYTDIZyWQkFpNcThIJmZqSQkFiMUmlZG5OIlHF5WIx6T77/9FHtGsXlf+jIxJRcTG5uNDkyTRyJEljomjECL1kCYmrQSBxBXij3Lt37+TJk/7+/s99LumlJq5QtfKJa91PQlOvWVuTtfVz6pSUUHY2PX78zL9cWnv16tPywsKnR/F4ZGVFcjlZWpJCQQoFyeX6G3qFYIQ+/fTTTz/9VCqV1mw5O6ix+fPns6OjwWix+WR+PhUVUW4uaTSkVJJWS0olaTSUm0tFRZSfX1ZBraaSElKpytJOtgKbl7JpJ1uhCmz2KJORiQlZWJBAQJaWJBCQhQUpFGRmRhYWJBaTuTlJpSQWk0JRlqCWL69zUikJBE+H8PB4xOeTSESjRtGnn1LnznV/xroVe+nmJ5Fly8DELwpafuDEieQ7yrwCIrq+YoaVzOyxOj/i4KlDl29lqnLNJabdWzWdNcijfZOyx+mLNaVrDsXvT7qelq0yNRG6OTYJ7NXZq30rAZ+3JjY+/MAfRNTNscmBWaOJ6Pdrtz/cuIuILKWSGys/1zt70pLPFu/9/diVFBOhwMvZMWz4gNyCouCowwk370nFJt4d3lr8npfM9Gk/SdWBAQCwmjVrNnLkSENHAS8MiesLYx+RtavG38G8vKdJLJvWqlT05AkplaRUUno6XbtGSiWpVKRUUvmHq6tIcc3Myv6VSEihIKm07G7M3JxewoS4QEQ0atQo9oHMOlfFcxSLFi16qQt8G/DULyo8PJwdDAM1w2aGRMROys4mlmyqqbeLzRjZXWw/JxEplcQwZbvY/JPdpdU+7eesAp9PcjmZmJBMVpY9sqNq2Y8sBwfi80mhIKGwrPfSzKysApuXyuUkEJBCUZaXikRk5JP2y2RlQ2yEQtJoyMWFpkyhDz4w9rA5A11aZ25e8PHWXw5dvjnnx9g5g3uvH+17PT3Ld9VOIspUqQet3Fmk0awd5dvjraZp2ar5uw4PWrnz1+kju7ZsTETzdx8+cP76V+MD3Fs1zS0o2nwscfTWn/fOGNmzdfPPB/b6fGAvhxkruXP1a9cyc/OCAeFf33usKn/2L345Nt2n19pA35gLyVN27n+SV2AiEMz36+Nga7nn7NU5P8XKxKLF73uxBz43MAAAqNeeyXJMTYmIiotI9Ho9t1lUQBKJAc4rlZJUStWcQJsdycbmtGw2y6W4bPnDh3TrVtnLvLyy+8jy2FtDdjBbFfmtRPL0DpK9C2RvGdn7SyKytKzLtwKqUP0lT1+nUwNRWQaou8F2OXIbDEPswsnsgFi2r5LNEvV2sb2UXAKpm52yu6qD7bdkM0b2Y4HHK+uQZHfZ2pKpadmHDLeL6+dkD2E/VaRSEonKjlIo3rgHJWQyKikhiYRGj6agIMN0sTaasqxUq/8Lbjd5KbdtayG9Ej79ue1MGdCjZ+vmRNSlRaP0jcFENO3bA2nZqi1j/L3aOxKRU0PbyHFDXRduXBB1+Mj8sUR08sYdp4a2fdo6EJGpiXBRQP/Dl2uyFgARfdSzk0szeyIa5t5+w5HTv11NiZ45iu1BHd27M1vCJa5h+45XHRgAANRrzySu7CjZ7Gy+fcPXasWYJ0/4llaGDuJ5xGJq0ICqt8BtmcJCys8npbJscF1ODuXmUkEBqdWkUlF+ftnUl+zYvNu3Sa2m/HxSqyknp6zwueRy4vPLekXYO1F2eB7bJcLev7L3rNxdLHsI209C9LQTmNtg72V1N9hDAF4ZNtmjf1M73Q1uhCq3wT5LWeEGm0nqbnBZYvkNtg9Td6P62F8oNidkf+OIyhJC9heT/YqK28X+TrG72N9W7jspdpdudsrtgrri4kLbttGHH1awLs4rwyaZnBo/49qlRSO9kthLN/k8nneHVlxJAwtpm4a2l+5lpCtzGynM+zm3/ObE+Vk/HPyop0un5o0EfF7ClzWcGqBTc3tu214hS36Q1anZ0+XBGyrMr97PrH5gNYsBAACMxDOJK7tYUfI1wWuWuCZfF1R74Y/6xNSUTE3JqhY5OXv/zd5Ys30+7KBBdvgf/dtvo1KRVlt2Z697iFpNDx+WdfKw4wa5XiD2kBfFZbDcBtdXw21wXcFcqsxi7845uqOm9e7L2bv/8iclKut2Lk/vXJWFXR6XwBuVyrrr9XDZXXncT0jV9ctnaNU5kEsLifTHoOr+XOl2JHIjWss3qBtDFVdUBfbLGt0N7keI2+B+/NgEkujpcNbyG+w3Prob3A9e+Y03sLvyNfD++4aOoO6YiZ75CCvWlOYUFBFRq5mry1f+52F2I4V5+Aifrg5Ndidefm/dj0TUvVXT0R6dB3VyqsHZzU2fDgDj83gCPk+iE4+Az9P+26tcncBqEAAAABgP/R7Xt1rT6ZPCPv2rnBOjvkk8Kfx4tKGDMErsYOaXOiqYyzS4ZInbePLv9NXsBpf0lt/gsh3dtKekhG7ffnoirstLt00WN/yS9dxJX+ClKp/ncwkhS/ebBb2vDHS/CJDLqZFOV5DujzHb08jS/TKCO5yrwG2wPZC6G3pRAQARiYQCucQ0r6j47vq5wkq+sePxaJh7+2Hu7UtKtQk3724+ljhm257/vtd/Un93tgKfzyvWPPMdkqqgtkvZVicwAACo1/Rn8vHzpT17RfMWFbw23/FfuiBMvcf38zN0HG8qrqvTOB+a5XJjFveooZ7KyklnzpvyKuxdNAZ6vdOV4foDK/Tc/JMq78EGgPprcGenHxMunU1J6/lWM65ww5HTX/+RdC50spDPf2vW6oNzPnnL3tpEwO/T1sG9VdMWM1YcvZLCJa52FrIM5dPPzYc5efezVTLT2s6u8dzAatk+AIBhqdXqzp07Ozk5VX/p19eMfuI6dixFRPDjjpn09X5N+qS+2y52bk/duhk6DjBKPJ6RZtQAAMYpxN8z4da9Gd/9b9mId9xaNtFqtfvP31h98NS6QF8uOZz7U2zY8AGt7KxzCgq/OXGeYai3U3OuBc92LbfH/bk97s8PenTMyslbuj/OxlxaWKKp5IR1GRgAQP3FMIxWq9U++zCeTCbr1KnTqVOnDBXVq6SfuDo7k58fhX8p6d235DVYWOXaX4K9u0XffGPoOAAAAOqJpH/uD1q5k91uNn0FEWVuXsDttTGXHp77yZpDCcG7D6c/ybGQmHZoavftpPffbuPAVoj+PPCbk0kTt0enZavEJkLHBlYRIwd91LMT18J8vz6FJZp1hxMW7/3dpVnDxe973cmKvXQvw27y0qkDegx0aa179hk+vQa6tH5n+Q62xG7y0hD/vu6tmry7+juuZPbg3nMG935uYAAA9Zq5uXlKSoqhozAkXvn1MFJSqH17Cv5v/scTavvMicF94GfO0wrj4zG7CQAAGJmoKBox4pmp0ng81bihRa6v43SCxk2cdF2+fa/e/wXt3k3DX3geZgB4nQwfPpyIoqKiDB1IpV7jHlcej7d79+7hOp/DFQyecXSkGTMoYqkk5ZbgFcZW93ZEis+eFm7YgKwVAAAAAAAMKSsra9q0aS1atBCJRLa2tgEBARcvXmR3eXh48P41atQoIvLy8uJKlEpldHQ097KwsJCIVq1axePx8vLy4uPj2XLhazBctkoVP/WxaBG1a8cbM1yW/ai+5nwnfjcJ+49ZWBi5uho6FAAAAAAAeIM9ePDAzc0tKipq8+bN2dnZcXFx2dnZPXr0OH36NBGdOnXq4sWLUqnUxcUlMjKSiGJiYtzd3X/66SeGYRQKxZAhQxiG8ff35xqcPXs2wzBSqbRXr14MwzAMo9E8nSygX79+1tbWiYmJr/5KX56KE1dTU4qOJh6PHzRaps6tf7nrpfPCz8ZIR42i+fMNHQoAAAAAALzZgoOD7969GxERMWjQIJlM5uzsvGvXLoZhpk6dylZwcXHZsWPHpUuXRo8ezTBMUFBQ//79P/jgg5qdTqvVstls3V2B4VU6z16DBhTzP0q7K3zPxzztXn2aju/gftEH75p79OZFRho6FAAAAAAAeH1duXKFp2PKlCkVVouOjubz+b6+vlyJvb29s7NzUlJSWloaWzJs2LCQkJBff/3Vw8Pj8ePHoaGhNY6K69GtcQtGqKqM1NmZzpwhU7FgiLfF8aMmryymGisq4kUsk3w2Rjp+HB3YTyKRoQMCAAAAAIDXV/v27RkdGzduLF+nqKhIpVJptVq5XK6b5Z4/f56Ibt26xdUMDQ11d3dPSEgYNmwYH0t5Pes5j/A2bUqnTtLEibwxI2T93ylZuCTfwVFb9SGGcvh/Jku/MHv8iL95M02aZOhoAAAAoC7sS7q27nDC35nZRSUaIvpj4YQ2jWwNHRQAwAsQi8UKhUKtVhcUFFQ9hVJcXJxKperQocPkyZNdXFxcXFyqbpn3Jk1C+/w8XiajH3+k48cpM91kQE/55E+kR2NNCgqM5T16kM7/brvY19Ni0sey3h785GRkrQAAANUycMU3ozYbyzIPeUXF3Rdt0YvnbEpa0NfRnm1bXl8x48x/P22kMDdUeAAAtREQEKDRaOLj43ULly9f3qxZM25SpX/++WfcuHF79uzZv3+/RCLx9/fPysqqulkzM7Pi4mJ228nJadu2bS8jeCNR3UmTPT3pwnnatYsiI0VBgSKBgBzf0to11MpkhumALdXycpS8f24LHtznSaX03nu0Yzt17WqQWAAAAOAFOMxY2b6p3YFZo3ULGYa0DKN9diqR/eevMwxN6OsmFYuktqILS6e+2kgBAOrGsmXL/vjjj7Fjx27cuLFnz56lpaU///zz4sWLd+zYwfbBqtXqIUOGrF27tl27dkT0yy+/eHt7v//++8eOHTMxqfSZzS5dupw+fTo1NTUtLe327du9e/dmy/v163fp0qWYmJju3bu/mgt8BV5gtR+hkEaNolGjKDOT4uLo0iV+ZiY/N/flxVYVPp+aNyJ/X+rShTw8yNTUMGEAAABAnZCZis4unqxXmP4kh4ispBJDRAQAUGcaNGhw9uzZsLCwKVOmpKamKhSKzp0779u3z8vLi4imTJmyadMmIvL39//rr7/s7e09PT2J6MSJEyKRKDQ0tH379kOHDmWbkkgkI0eO/P7774lo7dq1EyZMaNu2rZWV1bp169q2bcvW0Wg0r9+swjVZptbOjkaMoBEj6jwYAAAAgKdKta/VXRcAvMmsrKxWr169evXq8rs2btyoN6tT+ZyzwizUycnpxIkT5csrLKzvapK4AgAAwJsm9tLNTyJ/Ybf/DP0sNPr349du8/l8N4fGS4Z5t7C15Go+yStYExt/6PLN9Cc5ZiKRq0OjKQN69GrdnIg2Hzvz319/I6KzKWl2k5cSkYDPS98YrNv4vXVzxSZC3ZJm01cQUSs7678zH3Nnme/X5/OBvTRabeMp4WyJb+c22ycEvOz3AQAADAKTLAMAAMDzDXRpnbl5gU/H1kS08OejE/t2u7Rs2v+NG3Iy+U7Q19FctYc5eQPCd/z659WwYQOur/w8dt4nEpHJe+t++CH+IhFN9nLP3LzATGTSzbFJ5uYFmZsXpG8M1mu8/OnurZubuXlB/KKgzM0L+rZryefxzvz3088H9iIiIZ+fuXlB15aNt4zxR9YKAPAaQ48rAADAm6LRlGXlB9+yPZ8sWwvplfDpz21nVK9OXVs2JqK32zh4t2914MKNbHW+lcyMiMKij997rIwcO8S7QysiMjcVbx07xO0/mxZEHRnQ4S1bC2ktL2FSf/fj125v/e1s+AfvsCVnU9LuZ+f4dWlby5YBAMCYIXEFAAAwDgIBj3m5c/Wz3ZucgSu+sZaZfT95+Iu206l5Q267kaUFEWWo1GzievBSMhF5tW/FVRAJBb3btPj5zJXj128Pd+9Q4+BZnm0d2jZqsCvx8jy/ty2lEiLadDRxnGdXE0HNB5HxGC0JBLUMDAAAXioMFQYAADAOFua8giJDB1EtFhIxty0SCoiIXcamWFOaU1AkNhHKTEU/WC+TAAAUVklEQVS69W3NpUT0MCevTs4+sZ9bQXHJjj+SiCjlYfapm3cCPTrXpkFefhFZYIVYAACjhsQVAADAKDAtHASZ2YaOolZEQoGFRFxUolEXFuuWZ+XmEVGDf8cJ83i82pzl/W7tbS2k2/9IKtaUbjl2ZkT3jgqzWi2LJ3iYzbR0rE0LAADwsiFxBQAAMAo8NzfRvQxDR1Fbg1yciOjYlb+5kmJN6ckbd0xNhH3btmRLJCKTYk0pu93zy63fnbrwQqcQCQVj3nZ9lJu35diZPWevTOjrVsuYRfcyeK6utWwEAOCFdO/e3dfX19BR1CdIXAEAAIzDO+8Ib6fx62g8raGEDOnbzFqx8JejR//6W11YnPIwe9LX0Zk56rDhA7iZmTo2tbv9MDv9Sc6ft+/ffaTs3qrpi55lzNtdTE2Eyw7Evd3GwUFnJZ4a4OfkCVNSycenNo0AAMDLhsmZAAAADIEdLsswxI2bHTiQzM1NT1/Kf6enAeOqTNI/9wet3MluN5u+YoZPr+B3+3AzEvdfut27favvJw9vYCE9Mn9MRGz8gqgjD5Q5EpGJq0PjX6Z95OHUgmsqdJj3rB8O9vpvpEIqWTLc+y17G71VW9/r1t6vcxu9dVwPzvnY1aExW2IlM3u/W/vv4y9O8upWy+syPX2J5PJnEleGISKq3XhmAACoW0hcAQAADEEmIyLKzyfpvyvESCQ0aZJ0y6aC3l2Y2j20WU2xcz+pfmVXh8aZmxfoFZYvISJLqST0fa/Q970qa6qVnfW+mYG6JeyqrdVpnNO1ZZO/UjN6tGr2nLirxMsvlB7/kz79jCSSp6W5uUREFha1aRkAAOoWhgoDAAAYQsOGRESpqc8UhoTwJGbSg6cMElH9svPk+Un93WvZiCzmJE9kSsHPrBJE9+8TEdnb17JxAIC6Eh0dzftXcnLy8OHDra2t2ZePHj0ioqysrGnTprVo0UIkEtna2gYEBFy8eJE7vKio6IsvvmjTpo2ZmZmVlZWfn9/+/ftLS0uJaMmSJWw7Hh4ebOVDhw6xJTY2NuXPfvfu3REjRpibm1tbWwcGBj558uTOnTt+fn7m5uYNGzacMGFCLvvd37+qDuyFIHEFAAAwhLZtycSEzp9/ptDcnMKWmv2RJEyt97M0vQw/xF/8JPKXvKLinSfPq/IL33VtW5vWhKkZkhPnKTyc5PJndpw/TyYm1KZNrWIFAKg7Q4YMYRjG39+fiIKCgiZPnpyampqYmCgQCIjowYMHbm5uUVFRmzdvzs7OjouLy87O7tGjx+nTp9nDp0yZsn79+g0bNjx+/Pj69ett2rTx9/c/efIkES1cuJBhGCk39ofIx8eHYRhXnSnrdM8+c+bMuXPnZmRkrF279vvvvx85cuSMGTNCQ0MfPHjw5ZdffvXVV4sWLeIOfG5gLwSJKwAAgCGIxdSzJx06pF8+Zgx59lFs+5WvUhsiLGMXe+lm61kR35w4HzluiJBf89sYvkqtiPyV+vShMWP09x06RD17klhc0XEAADUkFAp5Os6cORMTE6NbYl+9gR7z5s3z9PQ0MzNzd3fXaDQ2NjbBwcF3796NiIgYNGiQTCZzdnbetWsXwzBTp05lD/ntt9+cnZ29vb0lEomdnd3KlStbt25ds6sYN26cq6urVCoNDAx0dnaOjY2dOXNmp06dZDJZUFCQg4PDwYMHucrPDeyFIHEFAAAwkKFDKTqanh1VRXw+/bKHb22riNzDKy4xUGRGamSvTpmbF9zfOP94yPiOTWs+lJdXXKKI3MO3saU9e0gv+83NpX37KCCgtrECQP0nEAjY8bR1QqPRMDrc3d0HDx6sW5KRUa2xNt266U9KFx0dzefzdRfXsbe3d3Z2TkpKSktLIyIfH5+EhISJEycmJiayV5ScnOzp6VmDq+jatSu33ahRI72Sxo0bp6enVz+wymg0GiISCp+ZjwmJKwAAgIGMHk2lpbR1q365QkEHY4W5hZZrf0S/a53jq9SWa38U5hbSwVhSKPR3b91KpaUUGFjRoQDwZpHL5SqVytBR6NMd1ktERUVFKpVKq9XK5XLd/tvz588T0a1bt4ho06ZN33777e3bt/v3729hYeHj47N3796and1CZ+I6Pp8vEAjMzMy4EoFAoNVqqx9YZdi3XfHsRzQSVwAAAAOxtKQ5cyg0lB480N/l6EhnzghFUqtV3+J51zokTM2wWvmtUGRGZ86Qo6P+7sxMCgujOXPIslZrwwLA68HBwSE5OdnQUTyHWCxWKBRCobCkpIQpp2/fvkTE4/ECAwOPHTumVCqjo6MZhgkICIiIiOAa4fP5xcXFus0qlcpXEFhl2Le9ZcuWuoVIXAEAAAxn7lyytKSQkAp2OTrSmTP8Tq5WK3aa/3yUl1/4yoN7rfDyC81/Pmq1Yie/syudOVtB1kpEwcEkl9Pcua88OgAwRq6urmlpaVUPajUGAQEBGo0mPj5et3D58uXNmjVjx9wqFIobN24QkYmJibe3NztLcExMDFe5YcOG99kJ1YmIKCMj4969e68gsMqcOXPG0tKyefPmuoVIXAEAAAzHzIzWrKFvvqGdOyvYq1DQkSMUGSn56x+bxdvMDifwc/JeeYj1Hj8nz+xwgs3ibZK//qHISDpypIIRwkS0cyd98w2tWUM6w94A4E3m4eEhlUoPHDhg6ECeY9myZY6OjmPHjo2NjVWpVNnZ2ZGRkYsXL161ahX3mOikSZMuX75cVFT08OHDFStWMAzTr18/roUBAwakp6dv3LhRrVanpKRMnz69QYMGryawCu3fv9/Hx4fH4+kW8hiGqX1MAAAAUHMLFtCqVXT4MFU2dEqlomXLKDKSVCpNyybFzRuWNrBizEwZPq/i+m88npbh5RcIHj4R3X0gvJ1GcjkFBZV1qFbo1Cny8qJZsygs7NVGCgBGbfTo0VevXk1KSqrzlrt3725jY/O///2vOpUTExN79OihW6KXxGVnZ4eFhUVHR6empioUis6dO8+ZM8fLy4vde+nSpS1btpw4ceLu3bumpqatW7ceN27cuHHjuMxQpVLNnj07JiZGqVS6urquWbNm0qRJ7FXPmzdvyJAhumcPCQkZMmSIm5sbV7Js2TIPD4/evXtzJYsWLfryyy+fG1iFbt265eTktG/fPj8/P91yJK4AAACGptXS8OF0/DhFR5POH359BQV06BAdPsycPcu78w/l5FCp9hVGWa/w+WRhwTg48NzcyMeHBg4kU9NKK588SUOGUN++FBWlP8kwALzZzp075+7uvmfPnqFDhxo6ljfFyJEjz549e+PGDXaVWg4SVwAAACNQUECBgXTgAG3bRh9/bOho3iQ7d9LEieTnR999RxKJoaMBAKMTGBiYkJBw9epV0yq+/4I6kpCQ4OHhUb67lfCMKwAAgFGQSOjnn2nWLBozhsaOpcxMQwf0BsjMpLFjacwYmjWLfv4ZWSsAVGj58uUPHz4Mw3MEL19hYeFnn302YMCA8lkrEQnYwccAAABgYDwe9e9PHTvSli20ciUJhdSxI4nFhg7rdZSbS+vX07Bh9OAB7dhBU6YQD08LA0DFzM3NraysgoODnZ2d27VrZ+hwXlsMw3z88cdJSUl79+61srIqXwFDhQEAAIxMfj6tWEErV5JAQP7+5ONDXbpQkyZkbm7oyOqznBxKS6MLF+jQIdq3j0pLac4cmjsXcwgDQHVMmzZt+/btcXFxupMSQR368ssvly5dGhsb279//worIHEFAAAwSk+e0LffUnQ0nTpFVa53By9AKCQPDxo6lAIDydLS0NEAQL1RWlr67rvvnjp1ateuXQMHDjR0OK+V0tLSuXPnrlmzJjIycsKECZVVQ+IKAABg3IqK6No1ysyk3FxDh1KfmZuTnR21a4fR1wBQM8XFxUFBQd99911ERMTUqVN5eMSgLuTk5IwaNero0aNff/31hx9+WEVNJK4AAAAAAADVEh4eHhIS4uHhsW7duk6dOhk6nHqMYZhvv/02ODhYq9Xu3btXb6Ha8jCrMAAAAAAAQLXMnz//7NmzGo2ma9euY8aM+fPPPw0dUf1TXFwcFRXVvXv3cePGDR069Nq1a8/NWgk9rgAAAAAAAC+EYZgffvghPDz86tWrLVq06Nu3b4cOHWxsbLDWaxVycnLS0tIuXLjw+++/5+fn+/r6Ll68uGPHjtU8HIkrAAAAAABATZw9e/bAgQOJiYlXr1598uRJYWGhoSMyXubm5nZ2di4uLv369fP392/cuPELHY7EFQAAAAAAAIwannEFAAAAAAAAo4bEFQAAAAAAAIwaElcAAAAAAAAwakhcAQAAAAAAwKghcQUAAAAAAACjhsQVAAAMTK1W83ScPn26sppz5szhqi1ZsuRVBmkoMpmMV6Wvvvqqbs8YFRXF4/HEYnHdNgsAAFAbSFwBAMDAZDIZwzAXLlxgX4aGhlZY7fHjx1u3biWikSNHMgyzcOHCVxdiTanV6rfeesvX17c2LbDvjL+/P1NOnz596i7YMra2tty/AAAARgKJKwAAGAuJRNK8efPY2Ng///yz/N41a9Y0bdq0Bs3KZDIPD4/ql9chhmG0Wq1Wq32pZ6lbSFwBAMAIIXEFAABjwefz58+fT0TlhwErlcotW7bMmzfPEHHVnLm5eUpKysGDB19S+3FxcePHj6/bNpG4AgCAEULiCgAARmTMmDGNGzfev3//5cuXdcvXr18/aNAgR0dHQwVmbKZMmTJjxoyX0bKNjQ2Px0PiCgAARgWJKwAAGBGxWDxnzhyGYcLCwrhCtVq9YcOGBQsWlK+v0Wh2797t7e1tb28vkUg6dOiwbt06bmjuqlWreDxeXl5efHw8O5WRUCisopyVlZU1bdq0Fi1aiEQiW1vbgICAixcvsruio6O5WZGSk5OHDx9ubW3Nvnz06JFebLqVCwsL2cKioqIvvviiTZs2ZmZmVlZWfn5++/fvLy0trc2btmTJEvYs3MjnQ4cOsSU2Njblg7lz586IESMUCoW1tbWvr29KSopuawKBwNLSEokrAAAYl/IzPQAAALx6Fy5ckEqlDMPk5+fb2dnx+fxr166xu8LDw4cPH84wzMmTJ+nfyZlYBw4cIKKlS5dmZ2dnZWWtX7+ez+fPnj1bt2WpVNqrV6/yZ6ywPD09vXnz5nZ2djExMbm5uVeuXOnTp4+pqWlCQgJXx9/fn4j69Olz/PjxvLy8xMREgUCQlZVV4XWxlQsKCtiX48ePl8vlR44cyc/Pz8jImD17NhEdP3686nemwr/g06dPr/pyXF1dra2tywfj7++fkJCgVquPHj0qkUjc3Nz0zujk5LRkyZIqQgIAAHjF0OMKAADGRSKRzJw5U6vVLl26lIjy8/PXrFkTEhJSWX1PT8/g4GBLS0sbG5upU6d+9NFH69aty8nJqdnZg4OD7969GxERMWjQIJlM5uzsvGvXLoZhpk6dqldz3rx5np6eZmZm7u7uGo2G69us2m+//ebs7Ozt7S2RSOzs7FauXNm6devqHKg3q/Bnn332wtf2r/Hjx/fo0UMqlXp5eQ0ePPjcuXN63cU2NjbW1tY1bh8AAKDOIXEFAACjM3nyZGtr659++unvv/+OjIzs3r17x44dK6zp6+t7/Phx3RIXF5eSkpKrV6/W7NTR0dF8Pl93ARt7e3tnZ+ekpKS0tDTdmt26datB+z4+PgkJCRMnTkxMTGRHCCcnJ3t6etYs2ppxc3PjttmJmtPT03UrCIVC3bHTAAAABoc/SwAAYHRkMtmMGTP+85//LFq0KC4ubt++fZXVVKlUq1ev3rt3b1pamlKp5Mrz8/NrcN6ioiKVSkVEcrm8/N5bt241adKEeymVSmtwik2bNvXo0WPnzp39+/cnot69ewcFBQ0dOvRF29m4cWMNzs7SvTqRSERE9WvBHgAAeAOhxxUAAIzR1KlT5XL5jz/+6OLi0rVr18qq+fn5hYaGTpgw4ebNm1qtlmGYNWvWEBHDMFwdHo9X4bHly8VisUKhEAqFJSUl5Z+u6du3b+2vi8fjBQYGHjt2TKlURkdHMwwTEBAQERFR+5b5fH5xcbFuiW4m/0Jexio7AAAAtYHEFQAAjJFcLp85c6ZcLl+4cGFldUpLS+Pj4+3t7adNm2Zra8smogUFBXrVzMzMuIzOyclp27ZtVZQHBARoNJr4+HjdFpYvX96sWTONRlP761IoFDdu3CAiExMTb29vdrLfmJiY2rfcsGHD+/fvcy8zMjLu3btX+2YBAACMARJXAAAwUl988YVSqezZs2dlFQQCgaenZ0ZGxsqVKx89elRQUHD8+PGtW7fqVevSpcvNmzdTU1NPnz59+/bt3r17V1G+bNkyR0fHsWPHxsbGqlSq7OzsyMjIxYsXr1q1qq4e+5w0adLly5eLiooePny4YsUKhmH69etX+2YHDBiQnp6+ceNGtVqdkpIyffr0Bg0a1KCdpKQkGxsbDw8PjB8GAAAj8gpmLgYAAKia7vOi77zzToV19P5+bdiwgWGYrKysoKCgpk2bmpiY2NnZffLJJ/Pnz2cruLq6sgfeuHGjd+/eUqm0adOmmzZt4hqsrPzx48czZ85s2bKliYmJra3tgAEDjh49yu46ffp09f+M7t27V7cmu4rPxYsXg4KC2rZty67j2r179//7v/9jBzk/950hIjs7u8pqKpXK8ePHN2zYUCKReHh4nDt3ztXVlT1q3rx5epGHhITovaWDBw9m2zl37hwbWGlpaRVXBwAA8CrxmHK3AgAAAAAAAADGA0OFAQAAAAAAwKghcQUAAAAAAACjhsQVAAAAAAAAjBoSVwAAAAAAADBqSFwBAAAAAADAqCFxBQAAAAAAAKOGxBUAAAAAAACMGhJXAAAAAAAAMGpIXAEAAAAAAMCoIXEFAAAAAAAAo4bEFQAAAAAAAIwaElcAAAAAAAAwakhcAQAAAAAAwKghcQUAAAAAAACj9v/H5NwuMWtoxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model2.sublimate()\n",
    "model2.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show only the current region of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show only region of interest which is previous state, active state and all reachable states\n",
    "model2.show_graph(show_roi=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example graph from Readme.md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from transitions.extensions.states import Timeout, Tags, add_state_features\n",
    "\n",
    "@add_state_features(Timeout, Tags)\n",
    "class CustomMachine(GraphMachine):\n",
    "    pass\n",
    "\n",
    "\n",
    "states = ['new', 'approved', 'ready', 'finished', 'provisioned',\n",
    "          {'name': 'failed', 'on_enter': 'notify', 'on_exit': 'reset',\n",
    "           'tags': ['error', 'urgent'], 'timeout': 10, 'on_timeout': 'shutdown'},\n",
    "          'in_iv', 'initializing', 'booting', 'os_ready', {'name': 'testing', 'on_exit': 'create_report'},\n",
    "          'provisioning']\n",
    "\n",
    "transitions = [{'trigger': 'approve', 'source': ['new', 'testing'], 'dest':'approved',\n",
    "                'conditions': 'is_valid', 'unless': 'abort_triggered'},\n",
    "               ['fail', '*', 'failed'],\n",
    "               ['add_to_iv', ['approved', 'failed'], 'in_iv'],\n",
    "               ['create', ['failed','in_iv'], 'initializing'],\n",
    "               ['init', 'in_iv', 'initializing'],\n",
    "               ['finish', 'approved', 'finished'],\n",
    "               ['boot', ['booting', 'initializing'], 'booting'],\n",
    "               ['ready', ['booting', 'initializing'], 'os_ready'],\n",
    "               ['run_checks', ['failed', 'os_ready'], 'testing'],\n",
    "               ['provision', ['os_ready', 'failed'], 'provisioning'],\n",
    "               ['provisioning_done', 'provisioning', 'os_ready']]\n",
    "\n",
    "\n",
    "class CustomModel(Model):\n",
    "    def is_valid(self):\n",
    "        return True\n",
    "    \n",
    "    def abort_triggered(self):\n",
    "        return False\n",
    "\n",
    "\n",
    "extra_args['title'] = \"System State\"\n",
    "extra_args['initial'] = \"new\"\n",
    "model = CustomModel()\n",
    "machine = CustomMachine(model=model, states=states, transitions=transitions, **extra_args)\n",
    "model.approve()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom styling\n",
    "\n",
    "The `GraphMachine` class uses its attributes `(hierarchical_)machine_attributes` and `style_attributes` to style (sub)graphs, nodes and edges.\n",
    "You can edit them and add new entries to `style_attributes` to customized you graph's look."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# thanks to @dan-bar-dov (https://github.com/pytransitions/transitions/issues/367)\n",
    "model = Model()\n",
    "\n",
    "transient_states = ['T1', 'T2', 'T3']\n",
    "target_states = ['G1', 'G2']\n",
    "fail_states = ['F1', 'F2']\n",
    "transitions = [['eventA', 'INITIAL', 'T1'], ['eventB', 'INITIAL', 'T2'], ['eventC', 'INITIAL', 'T3'],\n",
    "               ['success', ['T1', 'T2'], 'G1'], ['defered', 'T3', 'G2'], ['fallback', ['T1', 'T2'], 'T3'],\n",
    "               ['error', ['T1', 'T2'], 'F1'], ['error', 'T3', 'F2']]\n",
    "\n",
    "machine = GraphMachine(model, states=transient_states + target_states + fail_states,\n",
    "                       transitions=transitions, initial='INITIAL', show_conditions=True,\n",
    "                       show_state_attributes=True)\n",
    "\n",
    "machine.machine_attributes['ratio'] = '0.471'\n",
    "machine.style_attributes['node']['fail'] = {'fillcolor': 'brown1'}\n",
    "machine.style_attributes['node']['transient'] = {'fillcolor': 'gold'}\n",
    "machine.style_attributes['node']['target'] = {'fillcolor': 'chartreuse'}\n",
    "model.eventC()\n",
    "\n",
    "# customize node styling\n",
    "for s in transient_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'transient')\n",
    "for s in target_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'target')\n",
    "for s in fail_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'fail')\n",
    "\n",
    "# draw the whole graph ...\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enum states\n",
    "\n",
    "Enum states can also be used with `GraphSupport`. Their labels will be defined by the enum field name."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from enum import Enum, auto, unique\n",
    "\n",
    "@unique\n",
    "class States(Enum):\n",
    "    \n",
    "    ONE = auto()\n",
    "    TWO = auto()\n",
    "    THREE = auto()\n",
    "\n",
    "model = Model()\n",
    "machine = GraphMachine(model, states=States, auto_transitions=False, ordered_transitions=True, initial=States.THREE)\n",
    "model.next_state()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Editing the graph object directly\n",
    "\n",
    "In case your needed changes are not supported out of the box, you can alter the graph object directly before drawing it.\n",
    "The capabilities for direct graph editing depends on the backend you use.\n",
    "`pygraphivz` allows to retrieve elements directly.\n",
    "This becomes useful, when you for instance want to alter the node labels (maybe because you do not like the ALL CAPS labels generated when using enums)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from transitions.extensions.diagrams import GraphMachine\n",
    "\n",
    "states = ['A', 'B', 'C', 'D']\n",
    "state_translations = {\n",
    "    'A': 'Start',\n",
    "    'B': 'Error',\n",
    "    'C': 'Pending',\n",
    "    'D': 'Done'\n",
    "}\n",
    "\n",
    "transitions = [['go', 'A', 'B'], ['process', 'A', 'C'], ['go', 'C', 'D']]\n",
    "\n",
    "model = Model()\n",
    "m = GraphMachine(model, states=states, transitions=transitions, initial='A')\n",
    "graph = model.get_graph()\n",
    "\n",
    "for node in graph.iternodes():\n",
    "    node.attr['label'] = state_translations[node.attr['label']]\n",
    "\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
